Powering Ethical AI in Healthcare
Powering Ethical AI in Healthcare
Our platform harnesses collective clinical intelligence to power medical AI testing and validation
Powered by Clinical Experts
A platform built on a network of hundreds of clinical experts and growing.
Continuous Testing
Leveraging our behavioral economic expertise, participants are incentivized to test and validate AI models.
Human Evaluation at Scale
With short input times, our platform can provide real-world expert assessments of AI outputs at scale.
Our platform harnesses collective clinical intelligence to power medical AI testing and validation
Powered by Clinical Experts
A platform built on a network of hundreds of clinical experts and growing.
Continuous Testing
Leveraging our behavioral economic expertise, participants are incentivized to test and validate AI models.
Human Evaluation at Scale
With short input times, our platform can provide real-world expert assessments of AI outputs at scale.
Our Partners
Scaling Human Intelligence
Collective Good’s platform harnesses our verified-clinician network to provide consensus assessments of medical AI performance.
1. Case Curation
AI-sample cases and Clinician evaluation cases comprises of our review dataset, enabling assessment of both the AI and the individual crowd members.
2. Expert Matching
Cases are directed to clinicians with matching expertise profiles and verified performance.
3. Consensus Optimization
Our aggregation engine determines the crowd consensus on individual cases.
4. Feedback
Consolidation of AI case-level review results to overall assessment metrics, rationales, and recommendations.
